Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning

Run He; Di Fang; Yicheng Xu; Yawen Cui; Ming Li; Cen Chen; Ziqian Zeng; HUIPING ZHUANG

2025 ICML ICML 2025

Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning

Abstract

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Authors

Run He, Di Fang, Yicheng Xu, Yawen Cui, Ming Li, Cen Chen, Ziqian Zeng, HUIPING ZHUANG

Topics

Machine Learning > Core Methods > Classification Machine Learning > Optimization & Theory > Learning Theory Deep Learning > Learning Types > Transfer Learning

Keywords

knowledge distillation ridge regression class-incremental learning semantic shift classifier reconstruction dual-projection

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